{
 "cells": [
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   "cell_type": "markdown",
   "id": "f533662f-1b7b-45fb-83c5-d255bbb558f2",
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   "source": [
    "> 在人工智能领域的不断发展中，语言模型扮演着重要的角色。特别是大型语言模型（LLM），如 ChatGPT，已经成为科技领域的热门话题，并受到广泛认可。在这个背景下，LangChain 作为一个以 LLM 模型为核心的开发框架出现，为自然语言处理开启了一个充满可能性的世界。借助 LangChain，我们可以创建各种应用程序，包括聊天机器人和智能问答工具。\n",
    "\n",
    "# LangChain 简介\n",
    "\n",
    "LangChain 的作者是 Harrison Chase，最初是于 2022 年 10 月开源的一个项目，在 GitHub 上获得大量关注之后迅速转变为一家初创公司。2017 年 Harrison Chase 还在哈佛上大学，如今已是硅谷的一家热门初创公司的 CEO，这对他来说是一次重大而迅速的跃迁。Insider 独家报道，人工智能初创公司 LangChain 在种子轮一周后，再次获得红杉领投的 2000 万至 2500 万美元融资，估值达到 2 亿美元。\n",
    "\n",
    "## LangChain 为什么这么火\n",
    "\n",
    "笔者认为 Langchain 作为一个大语言模型应用开发框架，解决了现在开发人工智能应用的一些切实痛点。以 GPT 模型为例：\n",
    "\n",
    "1. 数据滞后，现在训练的数据是到 2021 年 9 月。\n",
    "2. token 数量限制，如果让它对一个 300 页的 pdf 进行总结，直接使用则无能为力。\n",
    "3. 不能进行联网，获取不到最新的内容。\n",
    "4. 不能与其他数据源链接。\n",
    "\n",
    "另外作为一个胶水层框架，极大地提高了开发效率，它的作用可以类比于 jquery 在前端开发中的角色，使得开发者可以更专注于创新和优化产品功能。\n",
    "\n",
    "\n",
    "## LLM 应用架构\n",
    "\n",
    "LangChian 作为一个大语言模型开发框架，是 LLM 应用架构的重要一环。那什么是 LLM 应用架构呢？其实就是指基于语言模型的应用程序设计和开发的架构。\n",
    "\n",
    "LangChian 可以将 LLM 模型、向量数据库、交互层 Prompt、外部知识、外部工具整合到一起，进而可以自由构建 LLM 应用。"
   ]
  },
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"
    }
   },
   "cell_type": "markdown",
   "id": "9bd617c3-9610-4dca-bf81-18cdbe92961e",
   "metadata": {},
   "source": [
    "# LangChain 组件\n",
    "\n",
    "![image.png](attachment:764428b3-1785-46bf-a810-c94d50c33915.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e44da8e3-41cb-4303-96d1-a51069cf26e2",
   "metadata": {},
   "source": [
    "## Models（模型）\n",
    "\n",
    "### 聊天模型\n",
    "\n",
    "LangChain 为使用聊天模型提供了一个标准接口。聊天模型是语言模型的一种变体。虽然聊天模型在内部使用语言模型，但它们所提供的接口略有不同。它们不是暴露一个 \"输入文本，输出文本\" 的 API，而是提供了一个以 \"聊天消息\" 作为输入和输出的接口。\n",
    "\n",
    "聊天模型的接口是基于消息而不是原始文本。LangChain 目前支持的消息类型有 AIMessage、HumanMessage、SystemMessage 和 ChatMessage，其中 ChatMessage 接受一个任意的角色参数。大多数情况下，您只需要处理 HumanMessage、AIMessage 和 SystemMessage。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7abd6be6-b39e-4cc5-9f05-d281273baa02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AIMessage(content=\"J'adore la programmation.\", additional_kwargs={}, example=False)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入OpenAI的聊天模型，及消息类型\n",
    "from langchain.chat_models import ChatOpenAI\n",
    "from langchain.schema import (\n",
    "    AIMessage,\n",
    "    HumanMessage,\n",
    "    SystemMessage\n",
    ")\n",
    "\n",
    "# 初始化聊天对象\n",
    "chat = ChatOpenAI(\n",
    "    openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "    openai_api_base='https://openai.api2d.net/v1'\n",
    ")\n",
    "\n",
    "# 向聊天模型发问\n",
    "chat([HumanMessage(content=\"Translate this sentence from English to French: I love programming.\")])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec8160f0-d2f1-484e-9315-15d8b8123bf3",
   "metadata": {},
   "source": [
    "OpenAI 聊天模式支持多个消息作为输入。这是一个系统和用户消息聊天模式的例子:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ba8af541-f117-4c95-9906-ef53b51ae961",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AIMessage(content=\"J'adore programmer.\", additional_kwargs={}, example=False)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages = [\n",
    "    SystemMessage(content=\"You are a helpful assistant that translates English to French.\"),\n",
    "    HumanMessage(content=\"I love programming.\")\n",
    "]\n",
    "chat(messages)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14ff8a2e-4a55-496a-832a-907fa3cc6658",
   "metadata": {},
   "source": [
    "当然也可以进行批量处理，批量输出。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "83e128e0-782a-4792-9f90-10ba3d1166ec",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LLMResult(generations=[[ChatGeneration(text=\"J'adore programmer.\", generation_info={'finish_reason': 'stop'}, message=AIMessage(content=\"J'adore programmer.\", additional_kwargs={}, example=False))], [ChatGeneration(text=\"J'adore l'intelligence artificielle.\", generation_info={'finish_reason': 'stop'}, message=AIMessage(content=\"J'adore l'intelligence artificielle.\", additional_kwargs={}, example=False))]], llm_output={'token_usage': {'prompt_tokens': 53, 'completion_tokens': 18, 'total_tokens': 71, 'pre_token_count': 8192, 'pre_total': 84, 'adjust_total': 82, 'final_total': 2}, 'model_name': 'gpt-3.5-turbo'}, run=[RunInfo(run_id=UUID('358d04f3-6d61-4eda-883b-55cbfde512f3')), RunInfo(run_id=UUID('612527f7-f5fe-4051-b0c7-08bb7033f778'))])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batch_messages = [\n",
    "    [\n",
    "        SystemMessage(content=\"You are a helpful assistant that translates English to French.\"),\n",
    "        HumanMessage(content=\"I love programming.\")\n",
    "    ],\n",
    "    [\n",
    "        SystemMessage(content=\"You are a helpful assistant that translates English to French.\"),\n",
    "        HumanMessage(content=\"I love artificial intelligence.\")\n",
    "    ],\n",
    "]\n",
    "result = chat.generate(batch_messages)\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75410966-6e72-4f14-b78b-49037f163170",
   "metadata": {},
   "source": [
    "上面介绍了聊天的角色处理以及如何进行批量处理消息。我们都知道向 openAI 调用接口都是要花钱的，如果用户问同一个问题，对结果进行了缓存，这样就可以减少接口的调用并且也能加快接口返回的速度。LangChain 也很贴心的提供了缓存的功能。并且提供了两种缓存方案，内存缓存方案和数据库缓存方案，当然支持的数据库缓存方案有很多种。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7d24e5ee-9156-4bec-9e3a-b1660037df20",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Q: What did the fish say when he hit the wall?\n",
      "A: Dam!\n",
      "\n",
      "\n",
      "Q: What did the fish say when he hit the wall?\n",
      "A: Dam!\n"
     ]
    }
   ],
   "source": [
    "import langchain\n",
    "from langchain import OpenAI\n",
    "from langchain.cache import SQLiteCache\n",
    "\n",
    "# 设置语言模型的缓存数据存储的地址\n",
    "langchain.llm_cache = SQLiteCache(database_path=\".langchain.db\")\n",
    "\n",
    "# 加载 llm 模型\n",
    "llm = OpenAI(\n",
    "    temperature=0.7,\n",
    "    openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "    openai_api_base='https://openai.api2d.net/v1'\n",
    ")\n",
    "\n",
    "# 第一次向模型提问\n",
    "result = llm('tell me a joke')\n",
    "print(result)\n",
    "\n",
    "# 第二次向模型提问同样的问题\n",
    "result2 = llm('tell me a joke')\n",
    "print(result2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "373dbd94-b080-41f3-b172-ddb3807ab6f0",
   "metadata": {},
   "source": [
    "### 嵌入\n",
    "\n",
    "用于文档、文本或者大量数据的总结、问答场景，一般是和向量库一起使用，实现向量匹配。其实就是把文本等内容转成多维数组，可以后续进行相似性的计算和检索。他相比 fine-tuning 最大的优势就是，不用进行训练，并且可以实时添加新的内容，而不用加一次新的内容就训练一次，并且各方面成本要比 fine-tuning 低很多。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "006bbb33-33ee-4ef8-8bf1-e3c225d6ee63",
   "metadata": {
    "tags": []
   },
   "outputs": [
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       " -0.006867244607094,\n",
       " 0.025467404097462207,\n",
       " -0.004526587356785794,\n",
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       " 0.011541975122545695,\n",
       " -0.010343663745534264,\n",
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       " -0.003222930354493683,\n",
       " -0.0064754893407205465,\n",
       " -0.005033565390340261,\n",
       " 0.011851429410206931,\n",
       " ...]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入os, 设置环境变量，导入OpenAI的嵌入模型\n",
    "import os\n",
    "from langchain.embeddings.openai import OpenAIEmbeddings\n",
    "os.environ[\"OPENAI_API_KEY\"] = 'your apikey'\n",
    "\n",
    "# 初始化嵌入模型\n",
    "embeddings = OpenAIEmbeddings(\n",
    "    openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "    openai_api_base='https://openai.api2d.net/v1'\n",
    ")\n",
    "\n",
    "# 把文本通过嵌入模型向量化\n",
    "res = embeddings.embed_query('hello world')\n",
    "\n",
    "res"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80816f59-e108-4676-add6-83dd30e733df",
   "metadata": {},
   "source": [
    "## Prompts（提示词）\n",
    "\n",
    "### Prompt Templates\n",
    "\n",
    "LangChain 提供了 PromptTemplates，允许你可以根据用户输入动态地更改提示，如果你有编程基础，这应该对你来说很简单。当用户需要输入多个类似的 prompt 时，生成一个 prompt 模板是一个很好的解决方案，可以节省用户的时间和精力。下面是一个示例，将 LLM 作为一个给新开商店命名的顾问，用户只需告诉 LLM 商店的主要特点，它将返回 10 个新开商店的名字。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e72a9cd2-ddb6-4a6d-ab9f-90e3dfea578c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['我正在开一家新的商店，它的主要特点是时尚。请帮我想出10个商店的名字。', '我正在开一家新的商店，它的主要特点是创意。请帮我想出10个商店的名字。', '我正在开一家新的商店，它的主要特点是独特。请帮我想出10个商店的名字。']\n",
      "[[Generation(text='\\n\\n1. Fashionista Boutique \\n2. Trendy Threads \\n3. Style Station \\n4. Chic Closet \\n5. Glamour Gear \\n6. Catwalk Collection \\n7. Runway Ready \\n8. Designer Den \\n9. Fabulous Finds \\n10. Trendy Treasures', generation_info={'finish_reason': 'stop', 'logprobs': None})], [Generation(text='\\n\\n1. Creative Corner \\n2. Imagination Station \\n3. Idea Factory \\n4. Brainstorm Boutique \\n5. Innovative Outlet \\n6. Think Tank Store \\n7. Creative Express \\n8. Creative Hub \\n9. Creative Marketplace \\n10. Creative Haven', generation_info={'finish_reason': 'stop', 'logprobs': None})], [Generation(text='\\n\\n1. Unique Boutique \\n2. One of a Kind Store \\n3. Rare Finds \\n4. Unusual Treasures \\n5. Exotic Emporium \\n6. Off the Beaten Path \\n7. Odds & Ends \\n8. Quirky Corner \\n9. Unconventional Marketplace \\n10. Out of the Ordinary Shop', generation_info={'finish_reason': 'stop', 'logprobs': None})]]\n",
      "['1. Fashionista Boutique \\n2. Trendy Threads \\n3. Style Station \\n4. Chic Closet \\n5. Glamour Gear \\n6. Catwalk Collection \\n7. Runway Ready \\n8. Designer Den \\n9. Fabulous Finds \\n10. Trendy Treasures', '1. Creative Corner \\n2. Imagination Station \\n3. Idea Factory \\n4. Brainstorm Boutique \\n5. Innovative Outlet \\n6. Think Tank Store \\n7. Creative Express \\n8. Creative Hub \\n9. Creative Marketplace \\n10. Creative Haven', '1. Unique Boutique \\n2. One of a Kind Store \\n3. Rare Finds \\n4. Unusual Treasures \\n5. Exotic Emporium \\n6. Off the Beaten Path \\n7. Odds & Ends \\n8. Quirky Corner \\n9. Unconventional Marketplace \\n10. Out of the Ordinary Shop']\n"
     ]
    }
   ],
   "source": [
    "from langchain.llms import OpenAI\n",
    "\n",
    "# 定义生成商店的方法\n",
    "def generate_store_names(store_features):\n",
    "    prompt_template = \"我正在开一家新的商店，它的主要特点是{0}。请帮我想出10个商店的名字。\"\n",
    "    prompt = [prompt_template.format(x) for x in store_features]\n",
    "\n",
    "    llm = OpenAI(\n",
    "        openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "        openai_api_base='https://openai.api2d.net/v1'\n",
    "    )\n",
    "    print(prompt)\n",
    "    response = llm.generate(prompt, max_tokens=100, temperature=0)\n",
    "    print(response.generations)\n",
    "    store_names = [gen[0].text.strip() for gen in response.generations]\n",
    "    return store_names\n",
    "\n",
    "store_features = [\"时尚\", \"创意\", \"独特\"]\n",
    "\n",
    "store_names = generate_store_names(store_features)\n",
    "print(store_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b86a0e0-8dd6-4714-a7ed-decb1edeb90e",
   "metadata": {},
   "source": [
    "### Few-shot example\n",
    "Few-shot examples 是一组可用于帮助语言模型生成更好响应的示例。要生成具有 few-shot examples 的 prompt，可以使用 FewShotPromptTemplate。该类接受一个 PromptTemplate 和一组 few-shot examples。然后，它使用这些 few-shot examples 格式化 prompt 模板。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6dfa4f23-f3a8-4d7d-852e-81689694cbfc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 细\n"
     ]
    }
   ],
   "source": [
    "from langchain import PromptTemplate, FewShotPromptTemplate\n",
    "from langchain.llms import OpenAI\n",
    "\n",
    "examples = [\n",
    "    {\"word\": \"黑\", \"antonym\": \"白\"},\n",
    "    {\"word\": \"伤心\", \"antonym\": \"开心\"},\n",
    "]\n",
    "\n",
    "example_template = \"\"\"\n",
    "单词: {word}\n",
    "反义词: {antonym}\\\\n\n",
    "\"\"\"\n",
    "\n",
    "# 创建提示词模版\n",
    "example_prompt = PromptTemplate(\n",
    "    input_variables=[\"word\", \"antonym\"],\n",
    "    template=example_template,\n",
    ")\n",
    "\n",
    "# 创建小样本提示词模版\n",
    "few_shot_prompt = FewShotPromptTemplate(\n",
    "    examples=examples,\n",
    "    example_prompt=example_prompt,\n",
    "    prefix=\"给出每个单词的反义词\",\n",
    "    suffix=\"单词: {input}\\\\n反义词:\",\n",
    "    input_variables=[\"input\"],\n",
    "    example_separator=\"\\\\n\",\n",
    ")\n",
    "\n",
    "# 格式化小样本提示词\n",
    "prompt_text = few_shot_prompt.format(input=\"粗\")\n",
    "\n",
    "# 调用OpenAI\n",
    "llm = OpenAI(temperature=0.9,\n",
    "    openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "    openai_api_base='https://openai.api2d.net/v1'\n",
    ")\n",
    "\n",
    "print(llm(prompt_text))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6f438f1-e0bc-4733-83cb-f2b5c69b32aa",
   "metadata": {},
   "source": [
    "### Example Selector\n",
    "如果你有大量的示例，则可以使用 ExampleSelector 来选择最有信息量的一些示例，以帮助你生成更可能产生良好响应的提示。接下来，我们将使用 LengthBasedExampleSelector，根据输入的长度选择示例。当你担心构造的提示将超过上下文窗口的长度时，此方法非常有用。对于较长的输入，它会选择包含较少示例的提示，而对于较短的输入，它会选择包含更多示例。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a6338366-5b1b-49e3-8021-ecbf1eb216a9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Give the antonym of every input\n",
      "\n",
      "Word: big and huge and massive and large and gigantic and tall and much much much much much bigger than everything else\n",
      "Antonym:\n"
     ]
    }
   ],
   "source": [
    "from langchain.prompts import PromptTemplate, FewShotPromptTemplate\n",
    "from langchain.prompts.example_selector import LengthBasedExampleSelector\n",
    "from langchain.prompts.example_selector import LengthBasedExampleSelector\n",
    "\n",
    "\n",
    "# These are a lot of examples of a pretend task of creating antonyms.\n",
    "examples = [\n",
    "    {\"word\": \"happy\", \"antonym\": \"sad\"},\n",
    "    {\"word\": \"tall\", \"antonym\": \"short\"},\n",
    "    {\"word\": \"energetic\", \"antonym\": \"lethargic\"},\n",
    "    {\"word\": \"sunny\", \"antonym\": \"gloomy\"},\n",
    "    {\"word\": \"windy\", \"antonym\": \"calm\"},\n",
    "]\n",
    "# 例子格式化模版\n",
    "example_formatter_template = \"\"\"\n",
    "Word: {word}\n",
    "Antonym: {antonym}\\n\n",
    "\"\"\"\n",
    "example_prompt = PromptTemplate(\n",
    "    input_variables=[\"word\", \"antonym\"],\n",
    "    template=example_formatter_template,\n",
    ")\n",
    "\n",
    "# 使用 LengthBasedExampleSelector来选择例子\n",
    "example_selector = LengthBasedExampleSelector(\n",
    "    examples=examples,\n",
    "    example_prompt=example_prompt,\n",
    "    # 最大长度\n",
    "    max_length=25,\n",
    ")\n",
    "\n",
    "# 使用'example_selector'创建小样本提示词模版\n",
    "dynamic_prompt = FewShotPromptTemplate(\n",
    "    example_selector=example_selector,\n",
    "    example_prompt=example_prompt,\n",
    "    prefix=\"Give the antonym of every input\",\n",
    "    suffix=\"Word: {input}\\nAntonym:\",\n",
    "    input_variables=[\"input\"],\n",
    "    example_separator=\"\\n\\n\",\n",
    ")\n",
    "\n",
    "longString = \"big and huge and massive and large and gigantic and tall and much much much much much bigger than everything else\"\n",
    "\n",
    "print(dynamic_prompt.format(input=longString))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c766ad7f-9612-4671-ae8c-f4a8c01e961a",
   "metadata": {},
   "source": [
    "## Indexes（索引）"
   ]
  },
  {
   "attachments": {
    "1f468cd3-e64f-4fde-8975-56be997d7494.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "acdab0c0-03c5-4354-a3d5-f0c65f9aeab5",
   "metadata": {},
   "source": [
    "索引是指对文档进行结构化的方法，以便 LLM 能够更好的与之交互。该组件主要包括：Document Loaders（文档加载器）、Text Splitters（文本拆分器）、VectorStores（向量存储器）以及 Retrievers（检索器）。\n",
    "\n",
    "### Document Loaders\n",
    "指定源进行加载数据的。将特定格式的数据，转换为文本。如 CSV、File Directory、HTML、JSON、Markdown、PDF。另外使用相关接口处理本地知识，或者在线知识。如 Airbyte JSON Airtable、Alibaba Cloud MaxCompute、wikipedia、BiliBili、GitHub、GitBook 等等。\n",
    "\n",
    "### Text Splitters\n",
    "由于模型对输入的字符长度有限制，我们在碰到很长的文本时，需要把文本分割成多个小的文本片段。文本分割最简单的方式是按照字符长度进行分割，但是这会带来很多问题，比如说如果文本是一段代码，一个函数被分割到两段之后就成了没有意义的字符，所以整体的原则是把语义相关的文本片段放在一起。\n",
    "\n",
    "LangChain 中最基本的文本分割器是 CharacterTextSplitter ，它按照指定的分隔符（默认“\\n\\n”）进行分割，并且考虑文本片段的最大长度。\n",
    "\n",
    "![image.png](attachment:1f468cd3-e64f-4fde-8975-56be997d7494.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f7c7a889-cd16-4052-a85c-fb94a2e97ed4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Document(page_content='今天开心\\n明天开心', metadata={})]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from langchain.text_splitter import CharacterTextSplitter\n",
    "\n",
    "# 初始字符串\n",
    "state_of_the_union = \"\"\"\n",
    "今天开心\n",
    "明天开心\n",
    "\"\"\"\n",
    "\n",
    "text_splitter = CharacterTextSplitter(\n",
    "    separator = \"\\\\n\\\\n\",\n",
    "    chunk_size = 1000,\n",
    "    chunk_overlap  = 200,\n",
    "    length_function = len,\n",
    ")\n",
    "\n",
    "texts = text_splitter.create_documents([state_of_the_union])\n",
    "texts"
   ]
  },
  {
   "attachments": {
    "0006794c-0afb-45ab-bd57-81b9678c5ce0.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "4d349723-dd75-4822-a953-44c82baab0df",
   "metadata": {},
   "source": [
    "### VectorStores\n",
    "存储提取的文本向量，包括 Faiss、Milvus、Pinecone、Chroma 等。如下是 LangChain 集成的向量数据库。\n",
    "\n",
    "![image.png](attachment:0006794c-0afb-45ab-bd57-81b9678c5ce0.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d4e166f-db77-49cf-aa0e-88047bb80496",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Chains（链）\n",
    "\n",
    "链允许我们将多个组件组合在一起以创建一个单一的、连贯的任务。例如，我们可以创建一个链，它接受用户输入，使用 PromptTemplate 对其进行格式化，然后将格式化的响应传递给 LLM。另外我们也可以通过将多个链组合在一起，或者将链与其他组件组合来构建更复杂的链。\n",
    "\n",
    "### LLMChain\n",
    "LLMChain 是一个简单的链，它围绕语言模型添加了一些功能。它在整个 LangChain 中广泛使用，包括在其他链和代理中。它接受一个提示模板，将其与用户输入进行格式化，并返回 LLM 的响应。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "85c107d5-32ef-4b90-998e-2cfb77f5fda9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'product': 'colorful socks', 'text': '\\n\\nSocktastic!'}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from langchain import PromptTemplate, OpenAI, LLMChain\n",
    "\n",
    "prompt_template = \"What is a good name for a company that makes {product}?\"\n",
    "\n",
    "llm = OpenAI(\n",
    "    temperature=0,\n",
    "    openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "    openai_api_base='https://openai.api2d.net/v1'\n",
    ")\n",
    "\n",
    "llm_chain = LLMChain(\n",
    "    llm=llm,\n",
    "    prompt=PromptTemplate.from_template(prompt_template),\n",
    ")\n",
    "llm_chain(\"colorful socks\")"
   ]
  },
  {
   "attachments": {
    "1b20ba3a-a5e7-4687-99fe-7e4c70917b07.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "b88d813c-bfb1-47cd-add1-3272f66732e6",
   "metadata": {},
   "source": [
    "### SimpleSequentialChain\n",
    "顺序链的最简单形式，其中每个步骤都有一个单一的输入/输出，并且一个步骤的输出是下一步的输入。\n",
    "\n",
    "![image.png](attachment:1b20ba3a-a5e7-4687-99fe-7e4c70917b07.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d5ff17b2-63ca-408f-a804-0f56ef1be2de",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new SimpleSequentialChain chain...\u001b[0m\n",
      "\u001b[36;1m\u001b[1;3m\n",
      "\n",
      "Tragedy at Sunset on the Beach is a story of love, loss, and redemption. The story follows a young couple, Alex and Stella, who are madly in love and plan to spend their lives together. On the night of their engagement, tragedy strikes when Stella is taken away from Alex in a sudden and unexpected accident. \n",
      "\n",
      "Devastated and heartbroken, Alex is unable to cope with the loss and decides to run away from home. He finds himself at a beach at sunset, the same beach where he and Stella had once shared a romantic picnic. There, he meets a mysterious stranger who helps him to come to terms with his grief and to make sense of his life. \n",
      "\n",
      "At the end of the night, Alex is able to accept the tragedy that has befallen him and is able to open his heart to a new life and to a new love. Tragedy at Sunset on the Beach is a story of hope and resilience in the face of loss and despair.\u001b[0m\n",
      "\u001b[33;1m\u001b[1;3m\n",
      "\n",
      "Tragedy at Sunset on the Beach is a moving and heartfelt story of love, loss, and redemption. The story follows Alex and Stella, a young couple deeply in love, whose lives are suddenly and tragically changed when Stella is taken away. Alex, grief-stricken, seeks refuge on the same beach where he and Stella shared a romantic picnic. There, he meets a mysterious stranger who helps him come to terms with his loss and to make sense of his life.\n",
      "\n",
      "The play is beautifully written, with thoughtful dialogue and powerful moments of emotion. The characters are vivid and well-developed, and the actors deliver compelling performances. The set and the music also add to the atmosphere of the play, bringing a sense of depth and emotion.\n",
      "\n",
      "All in all, Tragedy at Sunset on the Beach is an emotionally stirring and touching story that speaks to the resilience of the human spirit in the face of tragedy. It is a must-see for anyone who enjoys a good story of love and loss.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "from langchain.llms import OpenAI\n",
    "from langchain.chains import LLMChain\n",
    "from langchain.prompts import PromptTemplate\n",
    "from langchain.chains import SimpleSequentialChain\n",
    "\n",
    "# 定义第一个chain\n",
    "llm = OpenAI(\n",
    "    temperature=.7,\n",
    "    openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "    openai_api_base='https://openai.api2d.net/v1'\n",
    ")\n",
    "template = \"\"\"You are a playwright. Given the title of play, it is your job to write a synopsis for that title.\n",
    "\n",
    "Title: {title}\n",
    "Playwright: This is a synopsis for the above play:\"\"\"\n",
    "prompt_template = PromptTemplate(input_variables=[\"title\"], template=template)\n",
    "synopsis_chain = LLMChain(llm=llm, prompt=prompt_template)\n",
    "\n",
    "# 定义第二个chain\n",
    "\n",
    "llm = OpenAI(\n",
    "    temperature=.7,\n",
    "    openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "    openai_api_base='https://openai.api2d.net/v1'\n",
    ")\n",
    "template = \"\"\"You are a play critic from the New York Times. Given the synopsis of play, it is your job to write a review for that play.\n",
    "\n",
    "Play Synopsis:\n",
    "{synopsis}\n",
    "Review from a New York Times play critic of the above play:\"\"\"\n",
    "prompt_template = PromptTemplate(input_variables=[\"synopsis\"], template=template)\n",
    "review_chain = LLMChain(llm=llm, prompt=prompt_template)\n",
    "\n",
    "# 通过简单顺序链组合两个LLMChain\n",
    "overall_chain = SimpleSequentialChain(chains=[synopsis_chain, review_chain], verbose=True)\n",
    "\n",
    "# 执行顺序链\n",
    "review = overall_chain.run(\"Tragedy at sunset on the beach\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a154c1d5-7417-42e8-b52f-5f11207c800f",
   "metadata": {},
   "source": [
    "### SequentialChain\n",
    "相比 SimpleSequentialChain 只允许有单个输入输出，它是一种更通用的顺序链形式，允许多个输入/输出。\n",
    "\n",
    "特别重要的是： 我们如何命名输入/输出变量名称。在上面的示例中，我们不必考虑这一点，因为我们只是将一个链的输出直接作为输入传递给下一个链，但在这里我们确实需要担心这一点，因为我们有多个输入。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3acd095c-2f61-4221-bff3-8a4e37a1ae97",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new SimpleSequentialChain chain...\u001b[0m\n",
      "\u001b[36;1m\u001b[1;3m \n",
      "\n",
      "\"The play follows the story of two sisters, Claire and Liz, as they navigate their lives in the small town of Pine Bluff. The town has been struggling since the closure of the local factory and the sisters have to find a way to make ends meet. As they search for a way to make a living, Claire and Liz come across an old abandoned theater that has been locked up for years. As they explore the theater, they find that it holds secrets and mysteries that could change their lives forever. With the help of a mysterious benefactor, the sisters set out to restore the theater and bring it back to life, all while uncovering the secrets of the past. Will the secrets of the theater help the sisters save their town, or will it spell their doom?\"\u001b[0m\n",
      "\u001b[33;1m\u001b[1;3m\n",
      "\n",
      "\"The play 'Pine Bluff' is an engaging and captivating story that follows the struggles of two sisters, Claire and Liz, as they try to survive in the small town of Pine Bluff. The town has been struggling since the closure of the local factory, and the sisters must find a way to make ends meet. As their search leads them to an old abandoned theater, they find that it holds secrets and mysteries that could change their lives forever. Through a mysterious benefactor, the sisters set out to restore the theater and bring it back to life, while uncovering the secrets of the past.\n",
      "\n",
      "The play is a heart-warming story of overcoming adversity, and the characters of Claire and Liz are wonderfully written and performed. The mystery and suspense of the theater creates a captivating atmosphere, and the play culminates in a satisfying and emotionally resonant ending. Overall, 'Pine Bluff' is an excellent and enjoyable piece of theater that is sure to leave audiences entertained and moved.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'title': 'Tragedy at sunset on the beach',\n",
       " 'era': 'Victorian England',\n",
       " 'input': '',\n",
       " 'output': '\\n\\n\"The play \\'Pine Bluff\\' is an engaging and captivating story that follows the struggles of two sisters, Claire and Liz, as they try to survive in the small town of Pine Bluff. The town has been struggling since the closure of the local factory, and the sisters must find a way to make ends meet. As their search leads them to an old abandoned theater, they find that it holds secrets and mysteries that could change their lives forever. Through a mysterious benefactor, the sisters set out to restore the theater and bring it back to life, while uncovering the secrets of the past.\\n\\nThe play is a heart-warming story of overcoming adversity, and the characters of Claire and Liz are wonderfully written and performed. The mystery and suspense of the theater creates a captivating atmosphere, and the play culminates in a satisfying and emotionally resonant ending. Overall, \\'Pine Bluff\\' is an excellent and enjoyable piece of theater that is sure to leave audiences entertained and moved.'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 这是一个 LLMChain，根据戏剧的标题和设定的时代，生成一个简介。\n",
    "llm = OpenAI(\n",
    "    temperature=.7,\n",
    "    openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "    openai_api_base='https://openai.api2d.net/v1'\n",
    ")\n",
    "template = \"\"\"You are a playwright. Given the title of play and the era it is set in, it is your job to write a synopsis for that title.\n",
    "Title: {title}\n",
    "Era: {era}\n",
    "Playwright: This is a synopsis for the above play:\"\"\"\n",
    "prompt_template = PromptTemplate(input_variables=[\"title\", \"era\"], template=template)\n",
    "synopsis_chain = LLMChain(llm=llm, prompt=prompt_template, output_key=\"synopsis\")\n",
    "\n",
    "\n",
    "# 这是一个 LLMChain，根据剧情简介撰写一篇戏剧评论。\n",
    "llm = OpenAI(\n",
    "    temperature=.7,\n",
    "    openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "    openai_api_base='https://openai.api2d.net/v1'\n",
    ")\n",
    "template = \"\"\"You are a play critic from the New York Times. Given the synopsis of play, it is your job to write a review for that play.\n",
    "Play Synopsis:\n",
    "{synopsis}\n",
    "Review from a New York Times play critic of the above play:\"\"\"\n",
    "prompt_template = PromptTemplate(input_variables=[\"synopsis\"], template=template)\n",
    "review_chain = LLMChain(llm=llm, prompt=prompt_template, output_key=\"review\")\n",
    "\n",
    "overall_chain({\"title\":\"Tragedy at sunset on the beach\", \"era\": \"Victorian England\", \"input\": \"\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d10e89b-f4ea-4f4d-ab46-046c00065231",
   "metadata": {},
   "source": [
    "## Memory（记忆）\n",
    "熟悉 openai 的都知道,openai 提供的聊天接口 api，本身是不具备“记忆的”能力。如果想要使聊天具有记忆功能，则需要我们自行维护聊天记录，即每次把聊天记录发给 gpt。具体过程如下\n",
    "\n",
    "- 第一次调用\n",
    "\n",
    "```python\n",
    "import openai\n",
    "\n",
    "openai.ChatCompletion.create(\n",
    "  model=\"gpt-3.5-turbo\",\n",
    "  messages=[\n",
    "        {\"role\": \"system\", \"content\": \"You are a helpful assistant.\"},\n",
    "        {\"role\": \"user\", \"content\": \"Hello\"},\n",
    "    ]\n",
    ")\n",
    "```\n",
    "\n",
    "- 第二次调用\n",
    "\n",
    "```python\n",
    "import openai\n",
    "\n",
    "openai.ChatCompletion.create(\n",
    "  model=\"gpt-3.5-turbo\",\n",
    "  messages=[\n",
    "        {\"role\": \"system\", \"content\": \"You are a helpful assistant.\"},\n",
    "        {\"role\": \"user\", \"content\": \"Hello\"},\n",
    "        {\"role\": \"assistant\", \"content\": \"Hello, how can I help you?\"},\n",
    "        {\"role\": \"user\", \"content\": \"who is more stylish Pikachu or Neo\"},\n",
    "    ]\n",
    ")\n",
    "```\n",
    "\n",
    "\n",
    "| 组件名称                     | 描述                                                                                           |\n",
    "|-----------------------------|------------------------------------------------------------------------------------------------|\n",
    "| ConversationBufferMemory        | 在内存中记录聊天内容，无需手动拼接聊天记录。                                                         |\n",
    "| ConversationBufferWindowMemory  | 类似于第一个组件，但增加了一个窗口参数，保存最近 k 轮的聊天内容。                                      |\n",
    "| ConversationTokenBufferMemory   | 在内存中保留最近的交互缓冲区，使用token长度来确定何时刷新交互。                                       |\n",
    "| ConversationSummaryMemory       | 仅存储用户和机器人之间聊天内容的摘要。                                                               |\n",
    "| ConversationSummaryBufferMemory | 结合了前两种思路，存储用户和机器人之间聊天内容的摘要，并使用token长度来确定何时刷新交互。          |\n",
    "| VectorStoreRetrieverMemory      | 通过向量方式将对话存储到VectorDB（向量数据库）中，根据用户输入匹配最相似的K组对话。                  |\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "531b62dc-2e04-41f6-8b68-58b9cfea0d7c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lyz/.local/lib/python3.9/site-packages/langchain/chains/retrieval_qa/base.py:251: UserWarning: `VectorDBQA` is deprecated - please use `from langchain.chains import RetrievalQA`\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "from langchain.embeddings.openai import OpenAIEmbeddings\n",
    "from langchain.vectorstores import Chroma\n",
    "from langchain.text_splitter import CharacterTextSplitter\n",
    "from langchain import OpenAI,VectorDBQA\n",
    "from langchain.document_loaders import DirectoryLoader\n",
    "\n",
    "# 加载文件夹中的所有txt类型的文件\n",
    "loader = DirectoryLoader('./dataset/', glob='*.txt')\n",
    "\n",
    "# 将数据转成 document 对象，每个文件会作为一个 document\n",
    "documents = loader.load()\n",
    "\n",
    "# 初始化加载器\n",
    "text_splitter = CharacterTextSplitter(chunk_size=100, chunk_overlap=0)\n",
    "\n",
    "# # 切割加载的 document\n",
    "split_docs = text_splitter.split_documents(documents)[:20]\n",
    "\n",
    "# 初始化 openai 的 embeddings 对象\n",
    "embeddings = OpenAIEmbeddings(\n",
    "    openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "    openai_api_base='https://openai.api2d.net/v1'\n",
    ")\n",
    "\n",
    "# 将 document 通过 openai 的 embeddings 对象计算 embedding 向量信息并临时存入 Chroma 向量数据库，用于后续匹配查询\n",
    "docsearch = Chroma.from_documents(split_docs, embeddings)\n",
    "\n",
    "# 创建问答对象\n",
    "qa = VectorDBQA.from_chain_type(\n",
    "    llm=OpenAI(\n",
    "        openai_api_key='fk212271-Jv3V8huPJZD6D0gSDb3rmhSeuunYWIsR',\n",
    "        openai_api_base='https://openai.api2d.net/v1'\n",
    "    ), \n",
    "    chain_type=\"stuff\", \n",
    "    vectorstore=docsearch, \n",
    "    return_source_documents=True)\n",
    "\n",
    "# 进行问答\n",
    "result = qa({\"query\": \"中国女排最新消息\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f4badeef-e7d3-4389-8003-f575c1dae972",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'query': '中国女排最新消息',\n",
       " 'result': ' 中国女排3-0横扫美国取七连胜 朱婷23',\n",
       " 'source_documents': [Document(page_content='孟买上百万人挤贫民窟 首富1家5口住27层高楼豪\\n\\n一边倒！中国女排3-0横扫美国取七连胜 朱婷23\\n\\n横店演员住月租120块黑暗出租屋 到处都是蟑螂虫', metadata={'source': 'dataset/爬虫-新闻标题.txt'}),\n",
       "  Document(page_content='雷克萨斯加价让中国人“跪着买车”，主持人怒骂：你\\n\\n投票明细:梅西选C罗 范戴克选梅西 C罗没投2竞\\n\\n女子养生馆按摩时睡着 技师剥其衣物实施强奸获刑', metadata={'source': 'dataset/爬虫-新闻标题.txt'}),\n",
       "  Document(page_content='太乱!浙江一家人半月内结婚离婚23次 连亲家母都\\n\\n全民支持的华为为何输给了iPhone XR？\\n\\n记者暗访足浴城，“女技师”衣着暴露，服务项目难以\\n\\n1994年100万人在非洲被屠杀，全球无人发声，', metadata={'source': 'dataset/爬虫-新闻标题.txt'}),\n",
       "  Document(page_content='中国小伙勇闯印度最大贫民窟 几千人共用一个厕所\\n\\n孟买上百万人挤贫民窟 首富1家5口住27层高楼豪\\n\\n李子柒入选福布斯榜 做家具超火却被批评宣扬女德\\n\\n韩国贫富差距大到惊人 穷人拼尽全力才能住地下室', metadata={'source': 'dataset/爬虫-新闻标题.txt'})]}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4c9ef1a1-2565-47ad-be90-2a40dab063a9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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